About
We're looking for companies whose product people use through a language model: coding agents, AI chat and search apps, model routers and vertical assistants. We want complete sessions from real users, with every step the model took, where the company's terms allow sharing de-identified data.
- Location
- Anywhere
- Company size
- 20–200 employees
- Track record
- 6+ months in production
- Kinds of companies
- AI coding agents and IDE plugins, LLM routers and gateways, AI chat and search apps, AI assistants for health, fitness and work
Is it a fit?
What we're looking for
- A product in production for 6+ months with real users
- Complete session logs: prompts, responses and every tool call
- User terms that allow licensing de-identified usage data, or a way to get consent
Not a fit
- Synthetic or scripted traffic
- Logs that can't be stripped of personal information
- Truncated or partial traces
Who knows companies like this
AI founders, devtool investors, accelerator partners and open-source maintainers.
What the license covers
- Full multi-turn sessions with tool calls
- Model responses and user feedback
- Linked repositories or environments, where available
Nice to have, adds to what the company earns
- Coding sessions saved with the original repository or environment
- Sessions that use planning, to-do and clarifying-question steps
- Sessions that search the web beyond documentation
- User ratings or preference votes
- Sessions run on open-weight models
Tools we work with
- Claude Code
- Codex
- OpenHands
- Cline
- OpenRouter
- Langfuse
- LangSmith
Questions we'll ask the company
If the company can answer these, it is likely a good referral.
- How many real users and sessions do you have each month?
- Do your terms allow sharing de-identified logs for training?
- Do your logs capture every tool call and the environment state?
- Which models power your product?
How referrals work
- 1
Find a fit
Pick an open request and think of a company that matches.
- 2
Refer them
Share the company and a few details about it, in about a minute.
- 3
We do the work
We scope their data, agree a license and handle the export.
- 4
You get paid
Up to $28,800 per company, after their first delivery.
On this request
Up to $28,800
- 10% of what we agree to pay the company
- Confirmed when the company signs its data license
- Paid after their first delivery